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If the image doesn’t leave the device and only the hash does… What is stopping one from uploading existing public images, banning a whole lot of innocent people?

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You have a very good point. It's not clear to me how Facebook/Meta planned to verify images. Maybe they have a team of people swiping left/right.

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